Fair Community Detection and Structure Learning in Heterogeneous Graphical Models

Davoud Ataee Tarzanagh, Laura Balzano, Alfred O. Hero

Inference of community structure in probabilistic graphical models may not be consistent with fairness constraints when nodes have demographic attributes. Certain demographics may…